Prediction of Language Development in Neonates Born at Less than 32 Weeks of Gestation
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
View abstract on PubMed
Summary
This summary is machine-generated.Multilingualism and lower maternal education are key predictors of language development issues in preterm infants. Early identification of these risk factors can guide tailored support for children born before 32 weeks gestation.
Area Of Science
- Neonatal care and developmental pediatrics.
- Computational linguistics and machine learning in healthcare.
Background
- Preterm birth (< 32 weeks gestation) poses risks for neurodevelopmental outcomes, including language.
- Early identification of risk factors is crucial for timely intervention in preterm infants.
Purpose Of The Study
- To identify neonatal risk factors for language development at age 3 in very preterm infants.
- To assess the predictive power of these factors using advanced analytical methods.
Main Methods
- Retrospective analysis of hospital and assessment data from infants born < 32 weeks gestation (2012-2020).
- Utilized Gradient Boost Decision Trees and SHapely Additive exPlanations (SHAP) values to analyze predictors.
- Included children with follow-ups, German-speaking parents, and normal hearing.
Main Results
- Multilingualism (mean|SHAP|=3.93), lower maternal education (mean|SHAP|=2.51), and reduced birth weight (mean|SHAP|=1.92) were significant predictors.
- Shorter gestational age, intraventricular hemorrhage, necrotizing enterocolitis, and retinopathy of prematurity also predicted language outcomes.
- SHAP values quantified the additive impact of these diverse risk factors.
Conclusions
- SHAP-based analysis effectively identified neonatal and sociodemographic predictors of language impairment in preterm children.
- Findings support tailored monitoring and early language support strategies for this vulnerable population.
- Further validation in diverse cohorts is recommended.
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
Related Concept Videos
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
Developmental psychology explores the changes and continuities in human abilities throughout life, encompassing physical, cognitive, linguistic, and social dimensions. Human development is not restricted to growth, but includes aspects of decline, particularly in physical abilities as individuals age. Developmental psychologists seek to understand how people change as they age and how their mental and social skills evolve.Developmental MilestonesA key concept in developmental psychology is...
Neurulation is the embryological process which forms the precursors of the central nervous system and occurs after gastrulation has established the three primary cell layers of the embryo: ectoderm, mesoderm, and endoderm. In humans, the majority of this system is formed via primary neurulation, in which the central portion of the ectoderm—originally appearing as a flat sheet of cells—folds upwards and inwards, sealing off to form a hollow neural tube. As development proceeds, the...
The nativist approach to infant cognitive development proposes that infants are born with inherent knowledge structures that allow them to interpret the world almost immediately. This perspective contrasts with earlier developmental theories, such as those proposed by Jean Piaget, which emphasized a more gradual acquisition of cognitive abilities through interaction with the environment. One key concept in this approach is object permanence — the understanding that objects continue to...